Skip to content
GridRock
Connect over MCP
Cube coverageMH-362,64,583 clusters × 492Pan-India653 districts × 39reference →
Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800005249

The MH-36 locality cells most similar to this Kolhapur cell across terrain, built form, land cover, climate dynamics and connectivity — ranked by a GUM-confidence-weighted (R24) distance, with the temporal block down-weighted. Each twin is a real cell with its own witnessed dossier.

Twins found
18
across 2 distinct districts
Index confidence
0.92
GUM mean confidence of the anchor (R24)
Dimensions compared
43
morphology-v2 feature dimensions
Closest twin distance
0.274
lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004308
distance 0.274
#2 · Kolhapurcell 4800005501
distance 0.285
#3 · Kolhapurcell 4800004079
distance 0.288
#4 · Kolhapurcell 4800005739
distance 0.292
#5 · Kolhapurcell 4800005081
distance 0.302
#6 · Kolhapurcell 4800004572
distance 0.303
#7 · Kolhapurcell 4800004396
distance 0.308
#8 · Kolhapurcell 4800006270
distance 0.312
#9 · Kolhapurcell 4800003903
distance 0.317
#10 · Kolhapurcell 4800006351
distance 0.33
#11 · Nashikcell 4870010257
distance 0.332 · cross-district
#12 · Kolhapurcell 4800004068
distance 0.335
#13 · Kolhapurcell 4800002814
distance 0.335
#14 · Kolhapurcell 4800003984
distance 0.341
#15 · Kolhapurcell 4800006123
distance 0.341
#16 · Kolhapurcell 4800004148
distance 0.345
#17 · Kolhapurcell 4800004383
distance 0.349
#18 · Nashikcell 4870009171
distance 0.353 · cross-district
witness: find_twins — morphology-twin-index-v2 (R24, GUM-confidence-weighted, magnitude-aware, temporal block down-weighted). Distance is the weighted feature distance; lower is more alike. Cross-district twins are the discriminative signal.

Re-witness these twins

curl -s https://api.gridrock.ai/mcp -H 'Content-Type: application/json' \
  -H 'Accept: application/json, text/event-stream' \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"find_twins",
       "arguments":{"admin_code":480,"cluster_id":4800005249}}}'
Machine-readable JSON twin →Full dossier →

Scope: the live MH-36 cube. Twins are computed from the sha-verified morphology-v2 vector; the engine supplies no goodness/suitability ranking — only morphological similarity.